{"id":"W4250868515","doi":"10.32920/ryerson.14638761.v1","title":"Social return on investment at Inspirations Studio","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Victoria Park","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Studio; Pottery; Disadvantaged; Investment (military); Business; Value (mathematics); Poverty; Marketing; Small business; Earnings; Management; Finance; Economics; Economic growth; Art; Visual arts; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000342898,0.0002313344,0.0005374493,0.0001816119,0.0005129762,0.0002412095,0.0003095486,0.0003142688,0.001612004],"category_scores_gemma":[0.0001014563,0.0002833834,0.0002485716,0.0001528297,0.00004821508,0.00007366491,0.00113006,0.0005906207,0.0004326974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009012216,"about_ca_system_score_gemma":0.000114057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005224721,"about_ca_topic_score_gemma":0.001354847,"domain_scores_codex":[0.9987506,0.00004176326,0.0005473513,0.0003673715,0.00005704131,0.0002358723],"domain_scores_gemma":[0.9991136,0.00004483988,0.0003058348,0.0004182782,0.00004338571,0.00007404848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00002429982,0.0008902473,0.06891347,0.0001281248,0.001062947,0.00001900641,0.04745075,0.00007411274,0.000009550328,0.7661136,0.1137486,0.001565298],"study_design_scores_gemma":[0.001608836,0.0001776951,0.4309767,0.0001344086,0.0000521755,0.000001722518,0.002619341,0.000377733,0.0001936817,0.2037942,0.3575783,0.002485201],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5840484,0.0004491409,0.000071059,0.003526539,0.0006515198,0.0002553338,0.00007201377,0.00006683296,0.4108591],"genre_scores_gemma":[0.9768623,0.0002667066,0.0003718676,0.003342696,0.0002574398,0.00006285134,0.0004039987,0.00003010251,0.01840202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5623193,"threshold_uncertainty_score":0.9999619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1660361951399025,"score_gpt":0.2993873267886862,"score_spread":0.1333511316487838,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}